{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "77f1f370",
   "metadata": {},
   "source": [
    "# 示例"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bce2905f",
   "metadata": {},
   "source": [
    "## 示例 1：基本图表绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3c88e4d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import maple_font\n",
    "\n",
    "# 设置字体\n",
    "maple_font.set_font(font_type=\"NF-CN\")\n",
    "\n",
    "# 绘制图表\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot([1, 2, 3, 4], [1, 4, 2, 3], 'o-', label='数据曲线')\n",
    "plt.title(\"使用 Maple Mono 字体的图表\")\n",
    "plt.xlabel(\"X轴标签\")\n",
    "plt.ylabel(\"Y轴标签\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3049396e",
   "metadata": {},
   "source": [
    "## 示例 2：包含代码的图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "09716f0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import maple_font\n",
    "# 设置字体\n",
    "maple_font.set_font(font_type=\"NF-CN\")\n",
    "\n",
    "# 绘制包含代码的图表\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# 代码示例\n",
    "code_example = r'''\n",
    "def fibonacci(n):\n",
    "    \"\"\"计算斐波那契数列的第n项\"\"\"\n",
    "    if n <= 0:\n",
    "        return 0\n",
    "    elif n == 1:\n",
    "        return 1\n",
    "    else:\n",
    "        return fibonacci(n-1) + fibonacci(n-2)\n",
    "'''\n",
    "\n",
    "# 绘制代码文本\n",
    "plt.text(0.7, 1, code_example, fontsize=12, family='Maple Mono NF CN', \n",
    "         bbox=dict(facecolor='lightgrey', alpha=0.5))\n",
    "\n",
    "# 绘制函数结果\n",
    "x = list(range(1, 11))\n",
    "exec(code_example) # 执行代码示例中的函数定义\n",
    "y = [fibonacci(i) for i in x]  # 注意：实际使用时需要定义fibonacci函数\n",
    "\n",
    "plt.plot(x, y, 'o-')\n",
    "plt.title(\"斐波那契数列\")\n",
    "plt.xlabel(\"n\")\n",
    "plt.ylabel(\"fibonacci(n)\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07106ca6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py313",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
